suhuruli commented on PR #57149:
URL: https://github.com/apache/spark/pull/57149#issuecomment-5187670413

   Narrowing this PR to **SCD Type 1 only** to keep it reviewable. The SCD Type 
2 material - the `__START_AT` / `__END_AT` validity interval, `TRACK HISTORY 
ON`, and the Type 2 walkthrough - is removed here and will come as a follow-up 
under [SPARK-58570](https://issues.apache.org/jira/browse/SPARK-58570). The 
diff drops from 536 to 356 added lines.
   
   Everything from your review stands: keys and sequence values are still 
defined before use, the sequencing constraints are still documented, the 
examples still carry a genuine out-of-order event, and the two-run end-to-end 
walkthrough is unchanged.
   
   One deliberate choice worth flagging. I did not restore the old "SCD Type 1 
is the only mode currently supported" wording, because that is no longer true 
on master - Type 2 landed in SPARK-58247 / SPARK-58261 / SPARK-58321. Instead, 
the two places where a reader would otherwise be misled - the 
`stored_as_scd_type` parameter and the `STORED AS SCD TYPE` clause, both of 
which accept `2` - say Type 2 is accepted and link SPARK-58570. Narrower scope 
for this PR, without the guide making a false claim in the meantime.
   


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